{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "Dimensionality Reduction with Manifolds: tSNE"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from sklearn.datasets import load_iris\n",
    "iris = load_iris()\n",
    "iris_X = iris.data\n",
    "y = iris.target"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from sklearn.decomposition import PCA\n",
    "from sklearn.manifold import TSNE, MDS, Isomap\n",
    "\n",
    "#Load visualization library\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.text.Text at 0xb262588>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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2Wz8gCXgXOIO1vXjqqZEAHDx4kCZNWlK3biNiYioxatRo4uLiGDp0IJGRi4CD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vRXZSh3qFatGgVLlGD+7t1US03l74AAwooUoWbNmjly/sKFC/PB8OFXdYxdu3ZROiWFQPdyJeCX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h1RIH6ABn4J+3QRdAp9fTvW1bZowYQavGjZk5YwYADRo04JPxnzBixAgcHR2zNFazZs2YtWgR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\nuDimnHACz7zwwlELRgD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K8QJTzla+yuRgEVc0AjCzx8xsPXAd8JDX8cSYwcAHXgchQukb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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xa16d668>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "iris_pca = PCA(n_components = 2).fit_transform(iris_X)\n",
    "iris_tsne = TSNE(learning_rate=200).fit_transform(iris_X)\n",
    "\n",
    "iris_MDS = MDS(n_components = 2).fit_transform(iris_X)\n",
    "iris_ISO = Isomap(n_components = 2).fit_transform(iris_X)\n",
    "\n",
    "\n",
    "plt.figure(figsize=(20, 10))\n",
    "plt.subplot(221)\n",
    "plt.title('PCA')\n",
    "plt.scatter(iris_pca [:, 0], iris_pca [:, 1], c=y)\n",
    "\n",
    "plt.subplot(222)\n",
    "plt.scatter(iris_tsne[:, 0], iris_tsne[:, 1], c=y)\n",
    "plt.title('TSNE')\n",
    "\n",
    "plt.subplot(223)\n",
    "plt.scatter(iris_MDS[:, 0], iris_MDS[:, 1], c=y)\n",
    "plt.title('MDS')\n",
    "\n",
    "plt.subplot(224)\n",
    "plt.scatter(iris_ISO[:, 0], iris_ISO[:, 1], c=y)\n",
    "plt.title('ISO')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.text.Text at 0xb5ffa90>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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kK4533vmA6667HmMMixbNZf782VSoUCG33MaNG3n99bdIS+tLcnJ30tPv5KGHHiMlJcWZ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\niIhIACnZEhEREQkgJVsiIiIiAfT/BdyHm4yd5GUAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xa27ccc0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "iris_pca_then_tsne = TSNE(learning_rate=200).fit_transform(iris_pca)\n",
    "plt.figure(figsize=(10, 7))\n",
    "plt.scatter(iris_pca_then_tsne[:, 0], iris_pca_then_tsne[:, 1], c=y)\n",
    "plt.title(\"PCA followed by TSNE\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.11"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}
